# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. skip_if_not_available("json") test_that("Can read json file with scalars columns (ARROW-5503)", { tf <- tempfile() on.exit(unlink(tf)) writeLines(' { "hello": 3.5, "world": false, "yo": "thing" } { "hello": 3.25, "world": null } { "hello": 3.125, "world": null, "yo": "\u5fcd" } { "hello": 0.0, "world": true, "yo": null } ', tf, useBytes = TRUE) tab1 <- read_json_arrow(tf, as_data_frame = FALSE) tab2 <- read_json_arrow(mmap_open(tf), as_data_frame = FALSE) tab3 <- read_json_arrow(ReadableFile$create(tf), as_data_frame = FALSE) expect_equal(tab1, tab2) expect_equal(tab1, tab3) expect_equal( tab1$schema, schema(hello = float64(), world = boolean(), yo = utf8()) ) tib <- as.data.frame(tab1) expect_equal(tib$hello, c(3.5, 3.25, 3.125, 0)) expect_equal(tib$world, c(FALSE, NA, NA, TRUE)) expect_equal(tib$yo, c("thing", NA, "\u5fcd", NA)) }) test_that("read_json_arrow() converts to tibble", { tf <- tempfile() on.exit(unlink(tf)) writeLines(' { "hello": 3.5, "world": false, "yo": "thing" } { "hello": 3.25, "world": null } { "hello": 3.125, "world": null, "yo": "\u5fcd" } { "hello": 0.0, "world": true, "yo": null } ', tf, useBytes = TRUE) tab1 <- read_json_arrow(tf) tab2 <- read_json_arrow(mmap_open(tf)) tab3 <- read_json_arrow(ReadableFile$create(tf)) expect_s3_class(tab1, "tbl_df") expect_s3_class(tab2, "tbl_df") expect_s3_class(tab3, "tbl_df") expect_equal(tab1, tab2) expect_equal(tab1, tab3) expect_equal(tab1$hello, c(3.5, 3.25, 3.125, 0)) expect_equal(tab1$world, c(FALSE, NA, NA, TRUE)) expect_equal(tab1$yo, c("thing", NA, "\u5fcd", NA)) }) test_that("read_json_arrow() supports col_select=", { tf <- tempfile() writeLines(' { "hello": 3.5, "world": false, "yo": "thing" } { "hello": 3.25, "world": null } { "hello": 3.125, "world": null, "yo": "\u5fcd" } { "hello": 0.0, "world": true, "yo": null } ', tf) tab1 <- read_json_arrow(tf, col_select = c(hello, world)) expect_equal(names(tab1), c("hello", "world")) tab2 <- read_json_arrow(tf, col_select = 1:2) expect_equal(names(tab2), c("hello", "world")) }) test_that("read_json_arrow(schema=) with empty schema", { tf <- tempfile() writeLines(' { "hello": 3.5, "world": 2, "third_col": 99} { "hello": 3.25, "world": 5, "third_col": 98} { "hello": 3.125, "world": 8, "third_col": 97 } { "hello": 0.0, "world": 10, "third_col": 96} ', tf) tab1 <- read_json_arrow(tf, schema = schema()) expect_identical( tab1, tibble::tibble( hello = c(3.5, 3.25, 3.125, 0), world = c(2L, 5L, 8L, 10L), third_col = c(99L, 98L, 97L, 96L) ) ) }) test_that("read_json_arrow(schema=) with partial schema", { tf <- tempfile() writeLines(' { "hello": 3.5, "world": 2, "third_col": 99} { "hello": 3.25, "world": 5, "third_col": 98} { "hello": 3.125, "world": 8, "third_col": 97 } { "hello": 0.0, "world": 10, "third_col": 96} ', tf) tab1 <- read_json_arrow(tf, schema = schema(third_col = float64(), world = float64())) expect_identical( tab1, tibble::tibble( third_col = c(99, 98, 97, 96), world = c(2, 5, 8, 10), hello = c(3.5, 3.25, 3.125, 0) ) ) tf2 <- tempfile() writeLines(' { "hello": 3.5, "world": 2, "third_col": "99"} { "hello": 3.25, "world": 5, "third_col": "98"} { "hello": 3.125, "world": 8, "third_col": "97"} ', tf2) tab2 <- read_json_arrow(tf2, schema = schema(third_col = string(), world = float64())) expect_identical( tab2, tibble::tibble( third_col = c("99", "98", "97"), world = c(2, 5, 8), hello = c(3.5, 3.25, 3.125) ) ) }) test_that("read_json_arrow(schema=) with full schema", { tf <- tempfile() writeLines(' { "hello": 3.5, "world": 2, "third_col": 99} { "hello": 3.25, "world": 5, "third_col": 98} { "hello": 3.125, "world": 8, "third_col": 97} { "hello": 0.0, "world": 10, "third_col": 96} ', tf) tab1 <- read_json_arrow( tf, schema = schema( hello = float64(), third_col = float64(), world = float64() ) ) expect_identical( tab1, tibble::tibble( hello = c(3.5, 3.25, 3.125, 0), third_col = c(99, 98, 97, 96), world = c(2, 5, 8, 10) ) ) }) test_that("Can read json file with nested columns (ARROW-5503)", { tf <- tempfile() on.exit(unlink(tf)) writeLines(' { "arr": [1.0, 2.0, 3.0], "nuf": {} } { "arr": [2.0], "nuf": null } { "arr": [], "nuf": { "ps": 78.0, "hello": "hi" } } { "arr": null, "nuf": { "ps": 90.0, "hello": "bonjour" } } { "arr": [5.0], "nuf": { "hello": "ciao" } } { "arr": [5.0, 6.0], "nuf": { "ps": 19 } } ', tf) tab1 <- read_json_arrow(tf, as_data_frame = FALSE) tab2 <- read_json_arrow(mmap_open(tf), as_data_frame = FALSE) tab3 <- read_json_arrow(ReadableFile$create(tf), as_data_frame = FALSE) expect_equal(tab1, tab2) expect_equal(tab1, tab3) expect_equal( tab1$schema, schema( arr = list_of(float64()), nuf = struct(ps = float64(), hello = utf8()) ) ) struct_array <- tab1$column(1)$chunk(0) ps <- Array$create(c(NA, NA, 78, 90, NA, 19)) hello <- Array$create(c(NA, NA, "hi", "bonjour", "ciao", NA)) expect_equal(struct_array$field(0L), ps) expect_equal(struct_array$GetFieldByName("ps"), ps) struct_cols <- struct_array$Flatten() expect_identical(length(struct_cols), 2L) expect_equal(struct_cols[[1]], ps) expect_equal(struct_cols[[2]], hello) expect_equal( as.vector(struct_array), tibble::tibble(ps = ps$as_vector(), hello = hello$as_vector()) ) list_array_r <- list( c(1, 2, 3), c(2), numeric(), NULL, 5, c(5, 6) ) list_array <- tab1$column(0) expect_equal( list_array$as_vector(), list_array_r, ignore_attr = TRUE ) tib <- as.data.frame(tab1) expect_equal( tib, tibble::tibble( arr = list_array_r, nuf = tibble::tibble(ps = ps$as_vector(), hello = hello$as_vector()) ), ignore_attr = TRUE ) }) test_that("Can read json file with list> nested columns (ARROW-7740)", { tf <- tempfile() on.exit(unlink(tf)) writeLines(' {"a":[{"b":1.0},{"b":2.0}]} {"a":[{"b":1.0},{"b":2.0}]} ', tf) one <- tibble::tibble(b = c(1, 2)) expected <- tibble::tibble(a = c(list(one), list(one))) expect_equal(read_json_arrow(tf), expected, ignore_attr = TRUE) })